Dataset statistics
| Number of variables | 26 |
|---|---|
| Number of observations | 5000 |
| Missing cells | 797 |
| Missing cells (%) | 0.6% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 3.1 MiB |
| Average record size in memory | 657.1 B |
Variable types
| Text | 1 |
|---|---|
| Numeric | 17 |
| Categorical | 7 |
| Boolean | 1 |
age is highly overall correlated with annual_income and 1 other fields | High correlation |
annual_income is highly overall correlated with age and 1 other fields | High correlation |
credit_score is highly overall correlated with age and 1 other fields | High correlation |
shopping_frequency_monthly is highly overall correlated with monthly_spending | High correlation |
avg_basket_size is highly overall correlated with monthly_spending | High correlation |
monthly_spending is highly overall correlated with shopping_frequency_monthly and 1 other fields | High correlation |
city is highly overall correlated with province | High correlation |
province is highly overall correlated with city | High correlation |
annual_income has 154 (3.1%) missing values | Missing |
customer_satisfaction has 391 (7.8%) missing values | Missing |
organic_preference_pct has 252 (5.0%) missing values | Missing |
customer_id has unique values | Unique |
organic_preference_pct has 238 (4.8%) zeros | Zeros |
Reproduction
| Analysis started | 2025-08-12 12:52:16.809749 |
|---|---|
| Analysis finished | 2025-08-12 12:52:52.824890 |
| Duration | 36.02 seconds |
| Software version | ydata-profiling vv4.6.0 |
| Download configuration | config.json |
customer_id
Text
UNIQUE
| Distinct | 5000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 332.2 KiB |
Length
| Max length | 11 |
|---|---|
| Median length | 11 |
| Mean length | 11 |
| Min length | 11 |
Characters and Unicode
| Total characters | 55000 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 5000 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | CUST_000001 |
|---|---|
| 2nd row | CUST_000002 |
| 3rd row | CUST_000003 |
| 4th row | CUST_000004 |
| 5th row | CUST_000005 |
| Value | Count | Frequency (%) |
| cust_000001 | 1 | < 0.1% |
| cust_000012 | 1 | < 0.1% |
| cust_000005 | 1 | < 0.1% |
| cust_000006 | 1 | < 0.1% |
| cust_000007 | 1 | < 0.1% |
| cust_000008 | 1 | < 0.1% |
| cust_000009 | 1 | < 0.1% |
| cust_000038 | 1 | < 0.1% |
| cust_000010 | 1 | < 0.1% |
| cust_000013 | 1 | < 0.1% |
| Other values (4990) | 4990 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 12499 | |
| C | 5000 | |
| U | 5000 | |
| S | 5000 | |
| T | 5000 | |
| _ | 5000 | |
| 1 | 2500 | 4.5% |
| 3 | 2500 | 4.5% |
| 4 | 2500 | 4.5% |
| 2 | 2500 | 4.5% |
| Other values (5) | 7501 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 30000 | |
| Uppercase Letter | 20000 | |
| Connector Punctuation | 5000 | 9.1% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 12499 | |
| 1 | 2500 | 8.3% |
| 3 | 2500 | 8.3% |
| 4 | 2500 | 8.3% |
| 2 | 2500 | 8.3% |
| 5 | 1501 | 5.0% |
| 8 | 1500 | 5.0% |
| 7 | 1500 | 5.0% |
| 6 | 1500 | 5.0% |
| 9 | 1500 | 5.0% |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 5000 | |
| U | 5000 | |
| S | 5000 | |
| T | 5000 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 5000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 35000 | |
| Latin | 20000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 12499 | |
| _ | 5000 | |
| 1 | 2500 | 7.1% |
| 3 | 2500 | 7.1% |
| 4 | 2500 | 7.1% |
| 2 | 2500 | 7.1% |
| 5 | 1501 | 4.3% |
| 8 | 1500 | 4.3% |
| 7 | 1500 | 4.3% |
| 6 | 1500 | 4.3% |
Latin
| Value | Count | Frequency (%) |
| C | 5000 | |
| U | 5000 | |
| S | 5000 | |
| T | 5000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 55000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 12499 | |
| C | 5000 | |
| U | 5000 | |
| S | 5000 | |
| T | 5000 | |
| _ | 5000 | |
| 1 | 2500 | 4.5% |
| 3 | 2500 | 4.5% |
| 4 | 2500 | 4.5% |
| 2 | 2500 | 4.5% |
| Other values (5) | 7501 |
age
Real number (ℝ)
HIGH CORRELATION
| Distinct | 63 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.778 |
| Minimum | 18 |
|---|---|
| Maximum | 80 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 35 |
| median | 45 |
| Q3 | 54 |
| 95-th percentile | 69 |
| Maximum | 80 |
| Range | 62 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 14.288553 |
|---|---|
| Coefficient of variation (CV) | 0.31909762 |
| Kurtosis | -0.48924733 |
| Mean | 44.778 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 0.11712857 |
| Sum | 223890 |
| Variance | 204.16275 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 18 | 209 | 4.2% |
| 52 | 143 | 2.9% |
| 44 | 143 | 2.9% |
| 48 | 142 | 2.8% |
| 41 | 139 | 2.8% |
| 47 | 138 | 2.8% |
| 49 | 135 | 2.7% |
| 42 | 126 | 2.5% |
| 43 | 125 | 2.5% |
| 37 | 125 | 2.5% |
| Other values (53) | 3575 |
| Value | Count | Frequency (%) |
| 18 | 209 | |
| 19 | 22 | 0.4% |
| 20 | 30 | 0.6% |
| 21 | 46 | 0.9% |
| 22 | 40 | 0.8% |
| 23 | 43 | 0.9% |
| 24 | 63 | 1.3% |
| 25 | 48 | 1.0% |
| 26 | 56 | 1.1% |
| 27 | 62 | 1.2% |
| Value | Count | Frequency (%) |
| 80 | 45 | |
| 79 | 11 | 0.2% |
| 78 | 5 | 0.1% |
| 77 | 15 | 0.3% |
| 76 | 18 | 0.4% |
| 75 | 18 | 0.4% |
| 74 | 17 | 0.3% |
| 73 | 22 | |
| 72 | 25 | |
| 71 | 26 |
gender
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 302.9 KiB |
| Female | |
|---|---|
| Male | |
| Other | 73 |
Length
| Max length | 6 |
|---|---|
| Median length | 5 |
| Mean length | 5.0114 |
| Min length | 4 |
Characters and Unicode
| Total characters | 25057 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Male |
| 3rd row | Male |
| 4th row | Male |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Female | 2492 | |
| Male | 2435 | |
| Other | 73 | 1.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| female | 2492 | |
| male | 2435 | |
| other | 73 | 1.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 7492 | |
| a | 4927 | |
| l | 4927 | |
| F | 2492 | 9.9% |
| m | 2492 | 9.9% |
| M | 2435 | 9.7% |
| O | 73 | 0.3% |
| t | 73 | 0.3% |
| h | 73 | 0.3% |
| r | 73 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 20057 | |
| Uppercase Letter | 5000 | 20.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 7492 | |
| a | 4927 | |
| l | 4927 | |
| m | 2492 | 12.4% |
| t | 73 | 0.4% |
| h | 73 | 0.4% |
| r | 73 | 0.4% |
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 2492 | |
| M | 2435 | |
| O | 73 | 1.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 25057 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 7492 | |
| a | 4927 | |
| l | 4927 | |
| F | 2492 | 9.9% |
| m | 2492 | 9.9% |
| M | 2435 | 9.7% |
| O | 73 | 0.3% |
| t | 73 | 0.3% |
| h | 73 | 0.3% |
| r | 73 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 25057 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 7492 | |
| a | 4927 | |
| l | 4927 | |
| F | 2492 | 9.9% |
| m | 2492 | 9.9% |
| M | 2435 | 9.7% |
| O | 73 | 0.3% |
| t | 73 | 0.3% |
| h | 73 | 0.3% |
| r | 73 | 0.3% |
annual_income
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 4673 |
|---|---|
| Distinct (%) | 96.4% |
| Missing | 154 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 67179.537 |
| Minimum | 25000 |
|---|---|
| Maximum | 146251.87 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 25000 |
|---|---|
| 5-th percentile | 29270.765 |
| Q1 | 51395.905 |
| median | 66368.45 |
| Q3 | 82702.86 |
| 95-th percentile | 104291.49 |
| Maximum | 146251.87 |
| Range | 121251.87 |
| Interquartile range (IQR) | 31306.955 |
Descriptive statistics
| Standard deviation | 22337.728 |
|---|---|
| Coefficient of variation (CV) | 0.33250791 |
| Kurtosis | -0.32916262 |
| Mean | 67179.537 |
| Median Absolute Deviation (MAD) | 15588.39 |
| Skewness | 0.18829413 |
| Sum | 3.2555204 × 108 |
| Variance | 4.9897408 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 25000 | 173 | 3.5% |
| 54024.47 | 2 | < 0.1% |
| 53830.66 | 1 | < 0.1% |
| 77963.34 | 1 | < 0.1% |
| 90522.32 | 1 | < 0.1% |
| 67183 | 1 | < 0.1% |
| 94531.72 | 1 | < 0.1% |
| 35713.4 | 1 | < 0.1% |
| 71666.22 | 1 | < 0.1% |
| 75488.64 | 1 | < 0.1% |
| Other values (4663) | 4663 | |
| (Missing) | 154 | 3.1% |
| Value | Count | Frequency (%) |
| 25000 | 173 | |
| 25055.41 | 1 | < 0.1% |
| 25108.38 | 1 | < 0.1% |
| 25125.36 | 1 | < 0.1% |
| 25152.21 | 1 | < 0.1% |
| 25179.94 | 1 | < 0.1% |
| 25219.51 | 1 | < 0.1% |
| 25260.81 | 1 | < 0.1% |
| 25293.7 | 1 | < 0.1% |
| 25296.99 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 146251.87 | 1 | |
| 139155.22 | 1 | |
| 137571.74 | 1 | |
| 137567.47 | 1 | |
| 136205.84 | 1 | |
| 135271.09 | 1 | |
| 135260.33 | 1 | |
| 134168.99 | 1 | |
| 133906.11 | 1 | |
| 133482.36 | 1 |
credit_score
Real number (ℝ)
HIGH CORRELATION
| Distinct | 361 |
|---|---|
| Distinct (%) | 7.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 685.342 |
| Minimum | 442 |
|---|---|
| Maximum | 850 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 442 |
|---|---|
| 5-th percentile | 566.95 |
| Q1 | 633.75 |
| median | 685 |
| Q3 | 736 |
| 95-th percentile | 808.05 |
| Maximum | 850 |
| Range | 408 |
| Interquartile range (IQR) | 102.25 |
Descriptive statistics
| Standard deviation | 73.478933 |
|---|---|
| Coefficient of variation (CV) | 0.10721499 |
| Kurtosis | -0.32736025 |
| Mean | 685.342 |
| Median Absolute Deviation (MAD) | 51 |
| Skewness | 0.0014889287 |
| Sum | 3426710 |
| Variance | 5399.1537 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 850 | 79 | 1.6% |
| 698 | 39 | 0.8% |
| 639 | 36 | 0.7% |
| 688 | 35 | 0.7% |
| 694 | 34 | 0.7% |
| 687 | 34 | 0.7% |
| 650 | 33 | 0.7% |
| 713 | 33 | 0.7% |
| 699 | 33 | 0.7% |
| 677 | 33 | 0.7% |
| Other values (351) | 4611 |
| Value | Count | Frequency (%) |
| 442 | 1 | |
| 451 | 1 | |
| 452 | 1 | |
| 462 | 1 | |
| 470 | 1 | |
| 473 | 1 | |
| 480 | 2 | |
| 486 | 1 | |
| 487 | 1 | |
| 488 | 1 |
| Value | Count | Frequency (%) |
| 850 | 79 | |
| 849 | 4 | 0.1% |
| 848 | 1 | < 0.1% |
| 847 | 2 | < 0.1% |
| 846 | 5 | 0.1% |
| 845 | 3 | 0.1% |
| 844 | 4 | 0.1% |
| 843 | 2 | < 0.1% |
| 842 | 1 | < 0.1% |
| 841 | 2 | < 0.1% |
city
Categorical
HIGH CORRELATION
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 318.0 KiB |
| Kitchener | |
|---|---|
| Winnipeg | |
| Edmonton | |
| Ottawa | |
| Hamilton | |
| Other values (5) |
Length
| Max length | 11 |
|---|---|
| Median length | 9 |
| Mean length | 8.1074 |
| Min length | 6 |
Characters and Unicode
| Total characters | 40537 |
|---|---|
| Distinct characters | 30 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Edmonton |
|---|---|
| 2nd row | Hamilton |
| 3rd row | Montreal |
| 4th row | Calgary |
| 5th row | Winnipeg |
Common Values
| Value | Count | Frequency (%) |
| Kitchener | 536 | |
| Winnipeg | 527 | |
| Edmonton | 525 | |
| Ottawa | 515 | |
| Hamilton | 511 | |
| Montreal | 489 | |
| Quebec City | 489 | |
| Vancouver | 486 | |
| Calgary | 469 | |
| Toronto | 453 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| kitchener | 536 | |
| winnipeg | 527 | |
| edmonton | 525 | |
| ottawa | 515 | |
| hamilton | 511 | |
| montreal | 489 | |
| quebec | 489 | |
| city | 489 | |
| vancouver | 486 | |
| calgary | 469 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 4579 | 11.3% |
| t | 4033 | 9.9% |
| o | 3895 | 9.6% |
| e | 3552 | 8.8% |
| a | 3454 | 8.5% |
| i | 2590 | 6.4% |
| r | 2433 | 6.0% |
| c | 1511 | 3.7% |
| l | 1469 | 3.6% |
| m | 1036 | 2.6% |
| Other values (20) | 11985 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 34559 | |
| Uppercase Letter | 5489 | 13.5% |
| Space Separator | 489 | 1.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 4579 | |
| t | 4033 | |
| o | 3895 | |
| e | 3552 | |
| a | 3454 | |
| i | 2590 | |
| r | 2433 | |
| c | 1511 | 4.4% |
| l | 1469 | 4.3% |
| m | 1036 | 3.0% |
| Other values (9) | 6007 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 958 | |
| K | 536 | |
| W | 527 | |
| E | 525 | |
| O | 515 | |
| H | 511 | |
| Q | 489 | |
| M | 489 | |
| V | 486 | |
| T | 453 |
Space Separator
| Value | Count | Frequency (%) |
| 489 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 40048 | |
| Common | 489 | 1.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 4579 | 11.4% |
| t | 4033 | 10.1% |
| o | 3895 | 9.7% |
| e | 3552 | 8.9% |
| a | 3454 | 8.6% |
| i | 2590 | 6.5% |
| r | 2433 | 6.1% |
| c | 1511 | 3.8% |
| l | 1469 | 3.7% |
| m | 1036 | 2.6% |
| Other values (19) | 11496 |
Common
| Value | Count | Frequency (%) |
| 489 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 40537 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 4579 | 11.3% |
| t | 4033 | 9.9% |
| o | 3895 | 9.6% |
| e | 3552 | 8.8% |
| a | 3454 | 8.5% |
| i | 2590 | 6.4% |
| r | 2433 | 6.0% |
| c | 1511 | 3.7% |
| l | 1469 | 3.6% |
| m | 1036 | 2.6% |
| Other values (20) | 11985 |
province
Categorical
HIGH CORRELATION
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 288.2 KiB |
| ON | |
|---|---|
| AB | |
| QC | |
| MB | |
| BC |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 10000 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | AB |
|---|---|
| 2nd row | ON |
| 3rd row | QC |
| 4th row | AB |
| 5th row | MB |
Common Values
| Value | Count | Frequency (%) |
| ON | 2015 | |
| AB | 994 | |
| QC | 978 | |
| MB | 527 | 10.5% |
| BC | 486 | 9.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| on | 2015 | |
| ab | 994 | |
| qc | 978 | |
| mb | 527 | 10.5% |
| bc | 486 | 9.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| O | 2015 | |
| N | 2015 | |
| B | 2007 | |
| C | 1464 | |
| A | 994 | |
| Q | 978 | |
| M | 527 | 5.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 10000 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| O | 2015 | |
| N | 2015 | |
| B | 2007 | |
| C | 1464 | |
| A | 994 | |
| Q | 978 | |
| M | 527 | 5.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 10000 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| O | 2015 | |
| N | 2015 | |
| B | 2007 | |
| C | 1464 | |
| A | 994 | |
| Q | 978 | |
| M | 527 | 5.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| O | 2015 | |
| N | 2015 | |
| B | 2007 | |
| C | 1464 | |
| A | 994 | |
| Q | 978 | |
| M | 527 | 5.3% |
household_size
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.8068 |
| Minimum | 1 |
|---|---|
| Maximum | 6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.2484332 |
|---|---|
| Coefficient of variation (CV) | 0.4447888 |
| Kurtosis | -0.51913454 |
| Mean | 2.8068 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.37929566 |
| Sum | 14034 |
| Variance | 1.5585855 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 2 | 1503 | |
| 3 | 1241 | |
| 4 | 1023 | |
| 1 | 764 | |
| 5 | 365 | 7.3% |
| 6 | 104 | 2.1% |
| Value | Count | Frequency (%) |
| 1 | 764 | |
| 2 | 1503 | |
| 3 | 1241 | |
| 4 | 1023 | |
| 5 | 365 | 7.3% |
| 6 | 104 | 2.1% |
| Value | Count | Frequency (%) |
| 6 | 104 | 2.1% |
| 5 | 365 | 7.3% |
| 4 | 1023 | |
| 3 | 1241 | |
| 2 | 1503 | |
| 1 | 764 |
shopping_frequency_monthly
Real number (ℝ)
HIGH CORRELATION
| Distinct | 20 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.0286 |
| Minimum | 1 |
|---|---|
| Maximum | 20 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 6 |
| median | 8 |
| Q3 | 10 |
| 95-th percentile | 13 |
| Maximum | 20 |
| Range | 19 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.8592686 |
|---|---|
| Coefficient of variation (CV) | 0.3561354 |
| Kurtosis | 0.046040051 |
| Mean | 8.0286 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.34304308 |
| Sum | 40143 |
| Variance | 8.1754171 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 8 | 742 | |
| 7 | 675 | |
| 9 | 601 | |
| 6 | 572 | |
| 5 | 494 | |
| 10 | 478 | |
| 11 | 350 | |
| 4 | 267 | 5.3% |
| 12 | 265 | 5.3% |
| 13 | 151 | 3.0% |
| Other values (10) | 405 |
| Value | Count | Frequency (%) |
| 1 | 16 | 0.3% |
| 2 | 59 | 1.2% |
| 3 | 144 | 2.9% |
| 4 | 267 | 5.3% |
| 5 | 494 | |
| 6 | 572 | |
| 7 | 675 | |
| 8 | 742 | |
| 9 | 601 | |
| 10 | 478 |
| Value | Count | Frequency (%) |
| 20 | 1 | < 0.1% |
| 19 | 3 | 0.1% |
| 18 | 4 | 0.1% |
| 17 | 9 | 0.2% |
| 16 | 19 | 0.4% |
| 15 | 58 | 1.2% |
| 14 | 92 | 1.8% |
| 13 | 151 | |
| 12 | 265 | |
| 11 | 350 |
avg_basket_size
Real number (ℝ)
HIGH CORRELATION
| Distinct | 3354 |
|---|---|
| Distinct (%) | 67.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55.015062 |
| Minimum | 10 |
|---|---|
| Maximum | 110.78 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 28.2935 |
| Q1 | 44.0775 |
| median | 54.66 |
| Q3 | 66.01 |
| 95-th percentile | 81.732 |
| Maximum | 110.78 |
| Range | 100.78 |
| Interquartile range (IQR) | 21.9325 |
Descriptive statistics
| Standard deviation | 16.30695 |
|---|---|
| Coefficient of variation (CV) | 0.29640882 |
| Kurtosis | -0.033681737 |
| Mean | 55.015062 |
| Median Absolute Deviation (MAD) | 11.035 |
| Skewness | 0.039762208 |
| Sum | 275075.31 |
| Variance | 265.91661 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 10 | 16 | 0.3% |
| 56.27 | 6 | 0.1% |
| 46.55 | 6 | 0.1% |
| 45.24 | 5 | 0.1% |
| 49.15 | 5 | 0.1% |
| 63.57 | 5 | 0.1% |
| 47.31 | 5 | 0.1% |
| 54.13 | 5 | 0.1% |
| 50.55 | 5 | 0.1% |
| 49.67 | 5 | 0.1% |
| Other values (3344) | 4937 |
| Value | Count | Frequency (%) |
| 10 | 16 | |
| 10.36 | 1 | < 0.1% |
| 10.64 | 1 | < 0.1% |
| 10.87 | 1 | < 0.1% |
| 11.45 | 1 | < 0.1% |
| 11.96 | 1 | < 0.1% |
| 11.99 | 1 | < 0.1% |
| 12.02 | 1 | < 0.1% |
| 12.21 | 1 | < 0.1% |
| 12.39 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 110.78 | 1 | |
| 110.26 | 1 | |
| 108.52 | 1 | |
| 108.38 | 1 | |
| 107.57 | 1 | |
| 106.47 | 1 | |
| 106.06 | 1 | |
| 105.38 | 1 | |
| 104.89 | 1 | |
| 104.44 | 1 |
monthly_spending
Real number (ℝ)
HIGH CORRELATION
| Distinct | 4846 |
|---|---|
| Distinct (%) | 96.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 441.21369 |
| Minimum | 21.44 |
|---|---|
| Maximum | 1709.92 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 21.44 |
|---|---|
| 5-th percentile | 148.6525 |
| Q1 | 285.9075 |
| median | 408.465 |
| Q3 | 562.2975 |
| 95-th percentile | 841.65 |
| Maximum | 1709.92 |
| Range | 1688.48 |
| Interquartile range (IQR) | 276.39 |
Descriptive statistics
| Standard deviation | 216.18315 |
|---|---|
| Coefficient of variation (CV) | 0.4899738 |
| Kurtosis | 1.2316142 |
| Mean | 441.21369 |
| Median Absolute Deviation (MAD) | 136.18 |
| Skewness | 0.91497144 |
| Sum | 2206068.4 |
| Variance | 46735.153 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 205.04 | 3 | 0.1% |
| 624.55 | 2 | < 0.1% |
| 339.17 | 2 | < 0.1% |
| 442.61 | 2 | < 0.1% |
| 343.45 | 2 | < 0.1% |
| 694.68 | 2 | < 0.1% |
| 374.33 | 2 | < 0.1% |
| 409.08 | 2 | < 0.1% |
| 315.83 | 2 | < 0.1% |
| 432.97 | 2 | < 0.1% |
| Other values (4836) | 4979 |
| Value | Count | Frequency (%) |
| 21.44 | 1 | |
| 26.86 | 1 | |
| 27.46 | 1 | |
| 29.07 | 1 | |
| 32.42 | 1 | |
| 33.61 | 1 | |
| 38.91 | 1 | |
| 42.31 | 1 | |
| 42.91 | 1 | |
| 43.2 | 1 |
| Value | Count | Frequency (%) |
| 1709.92 | 1 | |
| 1490.07 | 1 | |
| 1476.18 | 1 | |
| 1459.2 | 1 | |
| 1456.7 | 1 | |
| 1431.53 | 1 | |
| 1431.02 | 1 | |
| 1368.76 | 1 | |
| 1274.48 | 1 | |
| 1261.24 | 1 |
preferred_store_type
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 341.7 KiB |
| Supermarket | |
|---|---|
| Discount Store | |
| Organic Store | |
| Convenience Store | |
| Warehouse Club |
Length
| Max length | 17 |
|---|---|
| Median length | 14 |
| Mean length | 12.9498 |
| Min length | 11 |
Characters and Unicode
| Total characters | 64749 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Discount Store |
|---|---|
| 2nd row | Organic Store |
| 3rd row | Discount Store |
| 4th row | Supermarket |
| 5th row | Discount Store |
Common Values
| Value | Count | Frequency (%) |
| Supermarket | 1998 | |
| Discount Store | 1259 | |
| Organic Store | 772 | 15.4% |
| Convenience Store | 505 | 10.1% |
| Warehouse Club | 466 | 9.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| store | 2536 | |
| supermarket | 1998 | |
| discount | 1259 | |
| organic | 772 | 9.6% |
| convenience | 505 | 6.3% |
| warehouse | 466 | 5.8% |
| club | 466 | 5.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 8979 | |
| r | 7770 | |
| t | 5793 | 8.9% |
| o | 4766 | 7.4% |
| S | 4534 | 7.0% |
| u | 4189 | 6.5% |
| n | 3546 | 5.5% |
| a | 3236 | 5.0% |
| 3002 | 4.6% | |
| i | 2536 | 3.9% |
| Other values (14) | 16398 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 53745 | |
| Uppercase Letter | 8002 | 12.4% |
| Space Separator | 3002 | 4.6% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 8979 | |
| r | 7770 | |
| t | 5793 | |
| o | 4766 | |
| u | 4189 | |
| n | 3546 | 6.6% |
| a | 3236 | 6.0% |
| i | 2536 | 4.7% |
| c | 2536 | 4.7% |
| k | 1998 | 3.7% |
| Other values (8) | 8396 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 4534 | |
| D | 1259 | 15.7% |
| C | 971 | 12.1% |
| O | 772 | 9.6% |
| W | 466 | 5.8% |
Space Separator
| Value | Count | Frequency (%) |
| 3002 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 61747 | |
| Common | 3002 | 4.6% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 8979 | |
| r | 7770 | |
| t | 5793 | |
| o | 4766 | 7.7% |
| S | 4534 | 7.3% |
| u | 4189 | 6.8% |
| n | 3546 | 5.7% |
| a | 3236 | 5.2% |
| i | 2536 | 4.1% |
| c | 2536 | 4.1% |
| Other values (13) | 13862 |
Common
| Value | Count | Frequency (%) |
| 3002 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 64749 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 8979 | |
| r | 7770 | |
| t | 5793 | 8.9% |
| o | 4766 | 7.4% |
| S | 4534 | 7.0% |
| u | 4189 | 6.5% |
| n | 3546 | 5.5% |
| a | 3236 | 5.0% |
| 3002 | 4.6% | |
| i | 2536 | 3.9% |
| Other values (14) | 16398 |
preferred_payment_method
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 326.1 KiB |
| Credit Card | |
|---|---|
| Debit Card | |
| Cash | |
| Mobile Payment | |
| Check | 105 |
Length
| Max length | 14 |
|---|---|
| Median length | 11 |
| Mean length | 9.7598 |
| Min length | 4 |
Characters and Unicode
| Total characters | 48799 |
|---|---|
| Distinct characters | 21 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Credit Card |
|---|---|
| 2nd row | Credit Card |
| 3rd row | Mobile Payment |
| 4th row | Credit Card |
| 5th row | Mobile Payment |
Common Values
| Value | Count | Frequency (%) |
| Credit Card | 2236 | |
| Debit Card | 1552 | |
| Cash | 734 | 14.7% |
| Mobile Payment | 373 | 7.5% |
| Check | 105 | 2.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| card | 3788 | |
| credit | 2236 | |
| debit | 1552 | |
| cash | 734 | 8.0% |
| mobile | 373 | 4.1% |
| payment | 373 | 4.1% |
| check | 105 | 1.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| C | 6863 | |
| d | 6024 | |
| r | 6024 | |
| a | 4895 | |
| e | 4639 | |
| i | 4161 | |
| t | 4161 | |
| 4161 | ||
| b | 1925 | 3.9% |
| D | 1552 | 3.2% |
| Other values (11) | 4394 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 35477 | |
| Uppercase Letter | 9161 | 18.8% |
| Space Separator | 4161 | 8.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| d | 6024 | |
| r | 6024 | |
| a | 4895 | |
| e | 4639 | |
| i | 4161 | |
| t | 4161 | |
| b | 1925 | 5.4% |
| h | 839 | 2.4% |
| s | 734 | 2.1% |
| o | 373 | 1.1% |
| Other values (6) | 1702 | 4.8% |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 6863 | |
| D | 1552 | 16.9% |
| M | 373 | 4.1% |
| P | 373 | 4.1% |
Space Separator
| Value | Count | Frequency (%) |
| 4161 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 44638 | |
| Common | 4161 | 8.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| C | 6863 | |
| d | 6024 | |
| r | 6024 | |
| a | 4895 | |
| e | 4639 | |
| i | 4161 | |
| t | 4161 | |
| b | 1925 | 4.3% |
| D | 1552 | 3.5% |
| h | 839 | 1.9% |
| Other values (10) | 3555 |
Common
| Value | Count | Frequency (%) |
| 4161 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 48799 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| C | 6863 | |
| d | 6024 | |
| r | 6024 | |
| a | 4895 | |
| e | 4639 | |
| i | 4161 | |
| t | 4161 | |
| 4161 | ||
| b | 1925 | 3.9% |
| D | 1552 | 3.2% |
| Other values (11) | 4394 |
produce_spending_pct
Real number (ℝ)
| Distinct | 590 |
|---|---|
| Distinct (%) | 11.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.65578 |
| Minimum | 0.2 |
|---|---|
| Maximum | 72.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0.2 |
|---|---|
| 5-th percentile | 9.2 |
| Q1 | 20.6 |
| median | 29.4 |
| Q3 | 38.5 |
| 95-th percentile | 50.4 |
| Maximum | 72.8 |
| Range | 72.6 |
| Interquartile range (IQR) | 17.9 |
Descriptive statistics
| Standard deviation | 12.38115 |
|---|---|
| Coefficient of variation (CV) | 0.41749533 |
| Kurtosis | -0.46495369 |
| Mean | 29.65578 |
| Median Absolute Deviation (MAD) | 8.95 |
| Skewness | 0.072345641 |
| Sum | 148278.9 |
| Variance | 153.29287 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 27.9 | 25 | 0.5% |
| 29 | 25 | 0.5% |
| 28.3 | 25 | 0.5% |
| 26.4 | 23 | 0.5% |
| 30.6 | 22 | 0.4% |
| 29.1 | 21 | 0.4% |
| 28.5 | 21 | 0.4% |
| 37 | 21 | 0.4% |
| 38.1 | 21 | 0.4% |
| 33 | 21 | 0.4% |
| Other values (580) | 4775 |
| Value | Count | Frequency (%) |
| 0.2 | 1 | < 0.1% |
| 1.1 | 1 | < 0.1% |
| 1.3 | 4 | |
| 1.5 | 3 | |
| 1.6 | 1 | < 0.1% |
| 1.7 | 1 | < 0.1% |
| 1.8 | 1 | < 0.1% |
| 1.9 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 2.2 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 72.8 | 1 | |
| 69.9 | 1 | |
| 69.8 | 1 | |
| 69.4 | 1 | |
| 67.1 | 1 | |
| 66.1 | 1 | |
| 65.4 | 1 | |
| 65 | 1 | |
| 63.9 | 1 | |
| 63.6 | 1 |
dairy_spending_pct
Real number (ℝ)
| Distinct | 442 |
|---|---|
| Distinct (%) | 8.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.16732 |
| Minimum | 0.3 |
|---|---|
| Maximum | 56.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0.3 |
|---|---|
| 5-th percentile | 4.3 |
| Q1 | 10.4 |
| median | 16.3 |
| Q3 | 22.8 |
| 95-th percentile | 33.2 |
| Maximum | 56.2 |
| Range | 55.9 |
| Interquartile range (IQR) | 12.4 |
Descriptive statistics
| Standard deviation | 8.9216935 |
|---|---|
| Coefficient of variation (CV) | 0.51969052 |
| Kurtosis | 0.27011063 |
| Mean | 17.16732 |
| Median Absolute Deviation (MAD) | 6.2 |
| Skewness | 0.60051464 |
| Sum | 85836.6 |
| Variance | 79.596615 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 14.7 | 31 | 0.6% |
| 18.3 | 30 | 0.6% |
| 17.1 | 30 | 0.6% |
| 12.9 | 30 | 0.6% |
| 12.8 | 29 | 0.6% |
| 8.7 | 29 | 0.6% |
| 19.2 | 29 | 0.6% |
| 21.7 | 28 | 0.6% |
| 13.2 | 28 | 0.6% |
| 18 | 27 | 0.5% |
| Other values (432) | 4709 |
| Value | Count | Frequency (%) |
| 0.3 | 1 | < 0.1% |
| 0.5 | 1 | < 0.1% |
| 0.7 | 3 | |
| 0.9 | 5 | |
| 1.1 | 4 | |
| 1.2 | 4 | |
| 1.3 | 7 | |
| 1.4 | 6 | |
| 1.5 | 5 | |
| 1.6 | 3 |
| Value | Count | Frequency (%) |
| 56.2 | 1 | |
| 54.7 | 1 | |
| 53.8 | 1 | |
| 52.5 | 1 | |
| 52.3 | 1 | |
| 51.5 | 1 | |
| 50.8 | 1 | |
| 50.7 | 1 | |
| 50.2 | 1 | |
| 49.5 | 1 |
meat_spending_pct
Real number (ℝ)
| Distinct | 539 |
|---|---|
| Distinct (%) | 10.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.0018 |
| Minimum | 0.4 |
|---|---|
| Maximum | 74.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0.4 |
|---|---|
| 5-th percentile | 7.2 |
| Q1 | 16.7 |
| median | 24.7 |
| Q3 | 32.5 |
| 95-th percentile | 44 |
| Maximum | 74.7 |
| Range | 74.3 |
| Interquartile range (IQR) | 15.8 |
Descriptive statistics
| Standard deviation | 11.186974 |
|---|---|
| Coefficient of variation (CV) | 0.44744676 |
| Kurtosis | -0.21051974 |
| Mean | 25.0018 |
| Median Absolute Deviation (MAD) | 7.9 |
| Skewness | 0.27123821 |
| Sum | 125009 |
| Variance | 125.14839 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 25.7 | 25 | 0.5% |
| 19.6 | 24 | 0.5% |
| 21.8 | 23 | 0.5% |
| 27.2 | 23 | 0.5% |
| 32.5 | 23 | 0.5% |
| 26.2 | 23 | 0.5% |
| 22.8 | 22 | 0.4% |
| 20.1 | 22 | 0.4% |
| 18.6 | 22 | 0.4% |
| 19.1 | 22 | 0.4% |
| Other values (529) | 4771 |
| Value | Count | Frequency (%) |
| 0.4 | 1 | < 0.1% |
| 0.5 | 1 | < 0.1% |
| 0.7 | 1 | < 0.1% |
| 1 | 1 | < 0.1% |
| 1.1 | 1 | < 0.1% |
| 1.2 | 2 | |
| 1.5 | 2 | |
| 1.7 | 3 | |
| 1.8 | 2 | |
| 1.9 | 3 |
| Value | Count | Frequency (%) |
| 74.7 | 1 | |
| 68.2 | 1 | |
| 64.9 | 1 | |
| 63.8 | 1 | |
| 62.5 | 1 | |
| 61.7 | 1 | |
| 60.6 | 1 | |
| 60.2 | 1 | |
| 60 | 1 | |
| 59.8 | 1 |
bakery_spending_pct
Real number (ℝ)
| Distinct | 326 |
|---|---|
| Distinct (%) | 6.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.13552 |
| Minimum | 0.1 |
|---|---|
| Maximum | 63.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 2.4 |
| Q1 | 6.3 |
| median | 10.3 |
| Q3 | 14.9 |
| 95-th percentile | 22.8 |
| Maximum | 63.1 |
| Range | 63 |
| Interquartile range (IQR) | 8.6 |
Descriptive statistics
| Standard deviation | 6.3766492 |
|---|---|
| Coefficient of variation (CV) | 0.57264045 |
| Kurtosis | 1.4837308 |
| Mean | 11.13552 |
| Median Absolute Deviation (MAD) | 4.3 |
| Skewness | 0.87735402 |
| Sum | 55677.6 |
| Variance | 40.661655 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5.8 | 48 | 1.0% |
| 11.5 | 42 | 0.8% |
| 9.9 | 42 | 0.8% |
| 9.4 | 42 | 0.8% |
| 7.8 | 41 | 0.8% |
| 8.4 | 40 | 0.8% |
| 7.1 | 39 | 0.8% |
| 12.1 | 39 | 0.8% |
| 6.2 | 37 | 0.7% |
| 9.5 | 37 | 0.7% |
| Other values (316) | 4593 |
| Value | Count | Frequency (%) |
| 0.1 | 1 | < 0.1% |
| 0.2 | 4 | 0.1% |
| 0.3 | 3 | 0.1% |
| 0.5 | 2 | < 0.1% |
| 0.6 | 5 | 0.1% |
| 0.8 | 12 | |
| 0.9 | 13 | |
| 1 | 13 | |
| 1.1 | 12 | |
| 1.2 | 11 |
| Value | Count | Frequency (%) |
| 63.1 | 1 | < 0.1% |
| 39.1 | 1 | < 0.1% |
| 38.7 | 1 | < 0.1% |
| 38.4 | 1 | < 0.1% |
| 37.7 | 1 | < 0.1% |
| 37.5 | 1 | < 0.1% |
| 37.3 | 3 | |
| 37.1 | 1 | < 0.1% |
| 36.5 | 1 | < 0.1% |
| 36.1 | 1 | < 0.1% |
frozen_spending_pct
Real number (ℝ)
| Distinct | 433 |
|---|---|
| Distinct (%) | 8.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.04026 |
| Minimum | 0.6 |
|---|---|
| Maximum | 60.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0.6 |
|---|---|
| 5-th percentile | 4.5 |
| Q1 | 10.5 |
| median | 16.1 |
| Q3 | 22.5 |
| 95-th percentile | 32.905 |
| Maximum | 60.1 |
| Range | 59.5 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 8.7953415 |
|---|---|
| Coefficient of variation (CV) | 0.51615067 |
| Kurtosis | 0.51306372 |
| Mean | 17.04026 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.66523382 |
| Sum | 85201.3 |
| Variance | 77.358033 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 17.3 | 32 | 0.6% |
| 17.6 | 32 | 0.6% |
| 11.1 | 31 | 0.6% |
| 11.8 | 31 | 0.6% |
| 13.4 | 31 | 0.6% |
| 13.3 | 30 | 0.6% |
| 10.8 | 30 | 0.6% |
| 12.7 | 30 | 0.6% |
| 12 | 30 | 0.6% |
| 15.7 | 30 | 0.6% |
| Other values (423) | 4693 |
| Value | Count | Frequency (%) |
| 0.6 | 1 | < 0.1% |
| 0.7 | 2 | < 0.1% |
| 0.8 | 3 | |
| 1 | 4 | |
| 1.1 | 1 | < 0.1% |
| 1.2 | 2 | < 0.1% |
| 1.3 | 6 | |
| 1.4 | 7 | |
| 1.5 | 7 | |
| 1.6 | 5 |
| Value | Count | Frequency (%) |
| 60.1 | 1 | |
| 57.3 | 1 | |
| 56.4 | 1 | |
| 55.7 | 1 | |
| 54.1 | 1 | |
| 51.8 | 1 | |
| 51.6 | 1 | |
| 50.7 | 1 | |
| 50.3 | 2 | |
| 49.6 | 1 |
preferred_shopping_day
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 313.8 KiB |
| Saturday | |
|---|---|
| Friday | |
| Thursday | |
| Wednesday | |
| Tuesday | |
| Other values (2) |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 7.2458 |
| Min length | 6 |
Characters and Unicode
| Total characters | 36229 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Tuesday |
|---|---|
| 2nd row | Saturday |
| 3rd row | Friday |
| 4th row | Sunday |
| 5th row | Saturday |
Common Values
| Value | Count | Frequency (%) |
| Saturday | 1300 | |
| Friday | 1027 | |
| Thursday | 690 | |
| Wednesday | 574 | |
| Tuesday | 527 | |
| Sunday | 510 | 10.2% |
| Monday | 372 | 7.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| saturday | 1300 | |
| friday | 1027 | |
| thursday | 690 | |
| wednesday | 574 | |
| tuesday | 527 | |
| sunday | 510 | 10.2% |
| monday | 372 | 7.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 6300 | |
| d | 5574 | |
| y | 5000 | |
| u | 3027 | |
| r | 3017 | |
| S | 1810 | 5.0% |
| s | 1791 | 4.9% |
| e | 1675 | 4.6% |
| n | 1456 | 4.0% |
| t | 1300 | 3.6% |
| Other values (7) | 5279 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 31229 | |
| Uppercase Letter | 5000 | 13.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 6300 | |
| d | 5574 | |
| y | 5000 | |
| u | 3027 | |
| r | 3017 | |
| s | 1791 | 5.7% |
| e | 1675 | 5.4% |
| n | 1456 | 4.7% |
| t | 1300 | 4.2% |
| i | 1027 | 3.3% |
| Other values (2) | 1062 | 3.4% |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 1810 | |
| T | 1217 | |
| F | 1027 | |
| W | 574 | 11.5% |
| M | 372 | 7.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 36229 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 6300 | |
| d | 5574 | |
| y | 5000 | |
| u | 3027 | |
| r | 3017 | |
| S | 1810 | 5.0% |
| s | 1791 | 4.9% |
| e | 1675 | 4.6% |
| n | 1456 | 4.0% |
| t | 1300 | 3.6% |
| Other values (7) | 5279 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 36229 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 6300 | |
| d | 5574 | |
| y | 5000 | |
| u | 3027 | |
| r | 3017 | |
| S | 1810 | 5.0% |
| s | 1791 | 4.9% |
| e | 1675 | 4.6% |
| n | 1456 | 4.0% |
| t | 1300 | 3.6% |
| Other values (7) | 5279 |
preferred_shopping_time
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 317.5 KiB |
| Afternoon | |
|---|---|
| Morning | |
| Evening |
Length
| Max length | 9 |
|---|---|
| Median length | 9 |
| Mean length | 8.008 |
| Min length | 7 |
Characters and Unicode
| Total characters | 40040 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Evening |
|---|---|
| 2nd row | Evening |
| 3rd row | Afternoon |
| 4th row | Morning |
| 5th row | Evening |
Common Values
| Value | Count | Frequency (%) |
| Afternoon | 2520 | |
| Morning | 1265 | |
| Evening | 1215 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| afternoon | 2520 | |
| morning | 1265 | |
| evening | 1215 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 10000 | |
| o | 6305 | |
| r | 3785 | 9.5% |
| e | 3735 | 9.3% |
| A | 2520 | 6.3% |
| f | 2520 | 6.3% |
| t | 2520 | 6.3% |
| i | 2480 | 6.2% |
| g | 2480 | 6.2% |
| M | 1265 | 3.2% |
| Other values (2) | 2430 | 6.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 35040 | |
| Uppercase Letter | 5000 | 12.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 10000 | |
| o | 6305 | |
| r | 3785 | 10.8% |
| e | 3735 | 10.7% |
| f | 2520 | 7.2% |
| t | 2520 | 7.2% |
| i | 2480 | 7.1% |
| g | 2480 | 7.1% |
| v | 1215 | 3.5% |
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 2520 | |
| M | 1265 | |
| E | 1215 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 40040 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 10000 | |
| o | 6305 | |
| r | 3785 | 9.5% |
| e | 3735 | 9.3% |
| A | 2520 | 6.3% |
| f | 2520 | 6.3% |
| t | 2520 | 6.3% |
| i | 2480 | 6.2% |
| g | 2480 | 6.2% |
| M | 1265 | 3.2% |
| Other values (2) | 2430 | 6.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 40040 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 10000 | |
| o | 6305 | |
| r | 3785 | 9.5% |
| e | 3735 | 9.3% |
| A | 2520 | 6.3% |
| f | 2520 | 6.3% |
| t | 2520 | 6.3% |
| i | 2480 | 6.2% |
| g | 2480 | 6.2% |
| M | 1265 | 3.2% |
| Other values (2) | 2430 | 6.1% |
loyalty_member
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.0 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 3259 | |
| False | 1741 |
years_as_customer
Real number (ℝ)
| Distinct | 143 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.93446 |
| Minimum | 0.1 |
|---|---|
| Maximum | 15 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.1 |
| Q1 | 0.9 |
| median | 2.1 |
| Q3 | 4.2 |
| 95-th percentile | 8.7 |
| Maximum | 15 |
| Range | 14.9 |
| Interquartile range (IQR) | 3.3 |
Descriptive statistics
| Standard deviation | 2.8134188 |
|---|---|
| Coefficient of variation (CV) | 0.95875181 |
| Kurtosis | 2.8180447 |
| Mean | 2.93446 |
| Median Absolute Deviation (MAD) | 1.5 |
| Skewness | 1.5988251 |
| Sum | 14672.3 |
| Variance | 7.9153256 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.1 | 269 | 5.4% |
| 0.2 | 183 | 3.7% |
| 0.3 | 164 | 3.3% |
| 0.4 | 147 | 2.9% |
| 0.5 | 131 | 2.6% |
| 1 | 131 | 2.6% |
| 0.6 | 129 | 2.6% |
| 1.3 | 121 | 2.4% |
| 1.6 | 115 | 2.3% |
| 0.9 | 113 | 2.3% |
| Other values (133) | 3497 |
| Value | Count | Frequency (%) |
| 0.1 | 269 | |
| 0.2 | 183 | |
| 0.3 | 164 | |
| 0.4 | 147 | |
| 0.5 | 131 | |
| 0.6 | 129 | |
| 0.7 | 107 | 2.1% |
| 0.8 | 106 | 2.1% |
| 0.9 | 113 | |
| 1 | 131 |
| Value | Count | Frequency (%) |
| 15 | 23 | |
| 14.9 | 2 | < 0.1% |
| 14.7 | 2 | < 0.1% |
| 14.6 | 3 | 0.1% |
| 14.3 | 3 | 0.1% |
| 14.1 | 1 | < 0.1% |
| 13.9 | 2 | < 0.1% |
| 13.8 | 1 | < 0.1% |
| 13.7 | 1 | < 0.1% |
| 13.6 | 1 | < 0.1% |
customer_satisfaction
Real number (ℝ)
MISSING
| Distinct | 64 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 391 |
| Missing (%) | 7.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.5729008 |
| Minimum | 3.7 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 3.7 |
|---|---|
| 5-th percentile | 5.8 |
| Q1 | 6.9 |
| median | 7.6 |
| Q3 | 8.3 |
| 95-th percentile | 9.4 |
| Maximum | 10 |
| Range | 6.3 |
| Interquartile range (IQR) | 1.4 |
Descriptive statistics
| Standard deviation | 1.0736593 |
|---|---|
| Coefficient of variation (CV) | 0.14177648 |
| Kurtosis | -0.10034999 |
| Mean | 7.5729008 |
| Median Absolute Deviation (MAD) | 0.7 |
| Skewness | -0.094162762 |
| Sum | 34903.5 |
| Variance | 1.1527442 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7.6 | 186 | 3.7% |
| 7.1 | 177 | 3.5% |
| 7.9 | 174 | 3.5% |
| 8 | 171 | 3.4% |
| 7.7 | 168 | 3.4% |
| 7.8 | 167 | 3.3% |
| 7.5 | 164 | 3.3% |
| 7.2 | 161 | 3.2% |
| 6.9 | 155 | 3.1% |
| 7 | 154 | 3.1% |
| Other values (54) | 2932 | |
| (Missing) | 391 | 7.8% |
| Value | Count | Frequency (%) |
| 3.7 | 1 | < 0.1% |
| 3.8 | 1 | < 0.1% |
| 3.9 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 4.1 | 1 | < 0.1% |
| 4.2 | 3 | |
| 4.3 | 5 | |
| 4.4 | 1 | < 0.1% |
| 4.5 | 5 | |
| 4.6 | 3 |
| Value | Count | Frequency (%) |
| 10 | 64 | |
| 9.9 | 15 | 0.3% |
| 9.8 | 22 | 0.4% |
| 9.7 | 26 | |
| 9.6 | 28 | |
| 9.5 | 44 | |
| 9.4 | 52 | |
| 9.3 | 45 | |
| 9.2 | 52 | |
| 9.1 | 58 |
organic_preference_pct
Real number (ℝ)
MISSING ZEROS
| Distinct | 657 |
|---|---|
| Distinct (%) | 13.8% |
| Missing | 252 |
| Missing (%) | 5.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.083446 |
| Minimum | 0 |
|---|---|
| Maximum | 80 |
| Zeros | 238 |
| Zeros (%) | 4.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.035 |
| Q1 | 16 |
| median | 26.7 |
| Q3 | 37.6 |
| 95-th percentile | 53.3 |
| Maximum | 80 |
| Range | 80 |
| Interquartile range (IQR) | 21.6 |
Descriptive statistics
| Standard deviation | 15.520421 |
|---|---|
| Coefficient of variation (CV) | 0.57305934 |
| Kurtosis | -0.39381375 |
| Mean | 27.083446 |
| Median Absolute Deviation (MAD) | 10.8 |
| Skewness | 0.23048586 |
| Sum | 128592.2 |
| Variance | 240.88348 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 238 | 4.8% |
| 14.9 | 22 | 0.4% |
| 30.9 | 21 | 0.4% |
| 25.7 | 20 | 0.4% |
| 33.9 | 19 | 0.4% |
| 19.2 | 17 | 0.3% |
| 26.5 | 17 | 0.3% |
| 33.6 | 16 | 0.3% |
| 20.1 | 16 | 0.3% |
| 32.7 | 16 | 0.3% |
| Other values (647) | 4346 | |
| (Missing) | 252 | 5.0% |
| Value | Count | Frequency (%) |
| 0 | 238 | |
| 0.1 | 3 | 0.1% |
| 0.2 | 4 | 0.1% |
| 0.3 | 3 | 0.1% |
| 0.4 | 2 | < 0.1% |
| 0.5 | 1 | < 0.1% |
| 0.6 | 3 | 0.1% |
| 0.7 | 1 | < 0.1% |
| 0.8 | 1 | < 0.1% |
| 0.9 | 4 | 0.1% |
| Value | Count | Frequency (%) |
| 80 | 1 | |
| 78.8 | 1 | |
| 75.6 | 1 | |
| 74.1 | 1 | |
| 73.4 | 1 | |
| 72.3 | 1 | |
| 71.6 | 1 | |
| 71.5 | 1 | |
| 71 | 1 | |
| 70.9 | 1 |
coupon_usage_pct
Real number (ℝ)
| Distinct | 450 |
|---|---|
| Distinct (%) | 9.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.1025 |
| Minimum | 0.3 |
|---|---|
| Maximum | 48.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0.3 |
|---|---|
| 5-th percentile | 4.9 |
| Q1 | 12 |
| median | 19.4 |
| Q3 | 27.7 |
| 95-th percentile | 37.7 |
| Maximum | 48.4 |
| Range | 48.1 |
| Interquartile range (IQR) | 15.7 |
Descriptive statistics
| Standard deviation | 10.152463 |
|---|---|
| Coefficient of variation (CV) | 0.50503487 |
| Kurtosis | -0.71274571 |
| Mean | 20.1025 |
| Median Absolute Deviation (MAD) | 7.7 |
| Skewness | 0.27280359 |
| Sum | 100512.5 |
| Variance | 103.07251 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 17.3 | 28 | 0.6% |
| 12 | 27 | 0.5% |
| 14.3 | 25 | 0.5% |
| 19.5 | 25 | 0.5% |
| 15.6 | 25 | 0.5% |
| 21.6 | 24 | 0.5% |
| 19.7 | 24 | 0.5% |
| 17.1 | 24 | 0.5% |
| 17.4 | 24 | 0.5% |
| 14.2 | 23 | 0.5% |
| Other values (440) | 4751 |
| Value | Count | Frequency (%) |
| 0.3 | 1 | < 0.1% |
| 0.4 | 1 | < 0.1% |
| 0.5 | 1 | < 0.1% |
| 0.6 | 3 | |
| 0.7 | 1 | < 0.1% |
| 0.8 | 2 | |
| 0.9 | 2 | |
| 1 | 2 | |
| 1.1 | 4 | |
| 1.2 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 48.4 | 1 | < 0.1% |
| 47.3 | 1 | < 0.1% |
| 47.1 | 1 | < 0.1% |
| 47 | 2 | |
| 46.6 | 2 | |
| 46.4 | 1 | < 0.1% |
| 46.2 | 1 | < 0.1% |
| 46 | 1 | < 0.1% |
| 45.9 | 3 | |
| 45.7 | 3 |
online_shopping_pct
Real number (ℝ)
| Distinct | 481 |
|---|---|
| Distinct (%) | 9.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.38406 |
| Minimum | 0 |
|---|---|
| Maximum | 55.5 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2.4 |
| Q1 | 7.9 |
| median | 14.7 |
| Q3 | 23 |
| 95-th percentile | 36.7 |
| Maximum | 55.5 |
| Range | 55.5 |
| Interquartile range (IQR) | 15.1 |
Descriptive statistics
| Standard deviation | 10.55062 |
|---|---|
| Coefficient of variation (CV) | 0.64395636 |
| Kurtosis | 0.038447939 |
| Mean | 16.38406 |
| Median Absolute Deviation (MAD) | 7.3 |
| Skewness | 0.72463781 |
| Sum | 81920.3 |
| Variance | 111.31558 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 15.1 | 29 | 0.6% |
| 7.6 | 28 | 0.6% |
| 9 | 28 | 0.6% |
| 9.4 | 28 | 0.6% |
| 8.4 | 27 | 0.5% |
| 7.3 | 27 | 0.5% |
| 13.3 | 26 | 0.5% |
| 9.6 | 26 | 0.5% |
| 4.5 | 25 | 0.5% |
| 17.5 | 25 | 0.5% |
| Other values (471) | 4731 |
| Value | Count | Frequency (%) |
| 0 | 2 | < 0.1% |
| 0.1 | 4 | 0.1% |
| 0.2 | 6 | 0.1% |
| 0.3 | 3 | 0.1% |
| 0.4 | 8 | |
| 0.5 | 8 | |
| 0.6 | 17 | |
| 0.7 | 7 | |
| 0.8 | 11 | |
| 0.9 | 6 | 0.1% |
| Value | Count | Frequency (%) |
| 55.5 | 1 | |
| 54.6 | 1 | |
| 52.6 | 1 | |
| 52.3 | 1 | |
| 52.1 | 1 | |
| 52 | 1 | |
| 51.9 | 1 | |
| 51.6 | 2 | |
| 51.4 | 1 | |
| 51.3 | 1 |
| age | annual_income | credit_score | household_size | shopping_frequency_monthly | avg_basket_size | monthly_spending | produce_spending_pct | dairy_spending_pct | meat_spending_pct | bakery_spending_pct | frozen_spending_pct | years_as_customer | customer_satisfaction | organic_preference_pct | coupon_usage_pct | online_shopping_pct | gender | city | province | preferred_store_type | preferred_payment_method | preferred_shopping_day | preferred_shopping_time | loyalty_member | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| age | 1.000 | 0.506 | 0.622 | -0.027 | -0.004 | 0.205 | 0.131 | -0.005 | 0.003 | 0.014 | -0.010 | -0.015 | 0.013 | 0.157 | -0.072 | -0.006 | -0.013 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.018 | 0.000 | 0.000 |
| annual_income | 0.506 | 1.000 | 0.647 | -0.006 | -0.018 | 0.395 | 0.241 | 0.000 | -0.007 | 0.015 | -0.032 | -0.003 | 0.009 | 0.305 | 0.245 | -0.009 | -0.016 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.025 |
| credit_score | 0.622 | 0.647 | 1.000 | -0.008 | 0.002 | 0.260 | 0.170 | -0.015 | -0.017 | 0.015 | 0.013 | -0.011 | -0.001 | 0.213 | 0.082 | -0.003 | -0.012 | 0.000 | 0.000 | 0.000 | 0.005 | 0.008 | 0.003 | 0.000 | 0.000 |
| household_size | -0.027 | -0.006 | -0.008 | 1.000 | -0.015 | 0.006 | -0.003 | -0.010 | 0.020 | 0.006 | -0.007 | -0.013 | 0.012 | 0.012 | -0.008 | -0.000 | -0.006 | 0.007 | 0.000 | 0.000 | 0.030 | 0.008 | 0.006 | 0.017 | 0.031 |
| shopping_frequency_monthly | -0.004 | -0.018 | 0.002 | -0.015 | 1.000 | -0.020 | 0.714 | 0.034 | -0.038 | 0.017 | -0.007 | -0.023 | -0.023 | -0.023 | -0.014 | -0.004 | -0.022 | 0.000 | 0.011 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| avg_basket_size | 0.205 | 0.395 | 0.260 | 0.006 | -0.020 | 1.000 | 0.593 | 0.016 | -0.013 | -0.007 | -0.015 | -0.006 | 0.017 | 0.138 | 0.112 | -0.013 | -0.006 | 0.044 | 0.000 | 0.000 | 0.000 | 0.000 | 0.028 | 0.000 | 0.000 |
| monthly_spending | 0.131 | 0.241 | 0.170 | -0.003 | 0.714 | 0.593 | 1.000 | 0.037 | -0.033 | 0.004 | -0.015 | -0.022 | 0.008 | 0.072 | 0.062 | -0.006 | -0.020 | 0.035 | 0.000 | 0.000 | 0.007 | 0.012 | 0.000 | 0.030 | 0.000 |
| produce_spending_pct | -0.005 | 0.000 | -0.015 | -0.010 | 0.034 | 0.016 | 0.037 | 1.000 | -0.335 | -0.434 | -0.219 | -0.289 | 0.012 | 0.008 | 0.003 | 0.004 | 0.017 | 0.014 | 0.009 | 0.017 | 0.018 | 0.000 | 0.019 | 0.021 | 0.000 |
| dairy_spending_pct | 0.003 | -0.007 | -0.017 | 0.020 | -0.038 | -0.013 | -0.033 | -0.335 | 1.000 | -0.218 | -0.082 | -0.169 | 0.015 | -0.016 | 0.014 | -0.012 | 0.008 | 0.019 | 0.012 | 0.025 | 0.025 | 0.022 | 0.009 | 0.007 | 0.028 |
| meat_spending_pct | 0.014 | 0.015 | 0.015 | 0.006 | 0.017 | -0.007 | 0.004 | -0.434 | -0.218 | 1.000 | -0.182 | -0.253 | -0.034 | -0.001 | -0.016 | 0.001 | -0.021 | 0.016 | 0.018 | 0.012 | 0.000 | 0.021 | 0.000 | 0.000 | 0.006 |
| bakery_spending_pct | -0.010 | -0.032 | 0.013 | -0.007 | -0.007 | -0.015 | -0.015 | -0.219 | -0.082 | -0.182 | 1.000 | -0.075 | -0.001 | -0.004 | -0.019 | 0.007 | -0.012 | 0.052 | 0.008 | 0.012 | 0.000 | 0.000 | 0.010 | 0.022 | 0.000 |
| frozen_spending_pct | -0.015 | -0.003 | -0.011 | -0.013 | -0.023 | -0.006 | -0.022 | -0.289 | -0.169 | -0.253 | -0.075 | 1.000 | 0.009 | -0.002 | 0.008 | 0.004 | 0.007 | 0.008 | 0.010 | 0.020 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| years_as_customer | 0.013 | 0.009 | -0.001 | 0.012 | -0.023 | 0.017 | 0.008 | 0.012 | 0.015 | -0.034 | -0.001 | 0.009 | 1.000 | 0.033 | -0.003 | 0.018 | 0.034 | 0.000 | 0.013 | 0.016 | 0.007 | 0.018 | 0.016 | 0.000 | 0.035 |
| customer_satisfaction | 0.157 | 0.305 | 0.213 | 0.012 | -0.023 | 0.138 | 0.072 | 0.008 | -0.016 | -0.001 | -0.004 | -0.002 | 0.033 | 1.000 | 0.068 | 0.014 | -0.031 | 0.000 | 0.000 | 0.018 | 0.004 | 0.012 | 0.000 | 0.006 | 0.227 |
| organic_preference_pct | -0.072 | 0.245 | 0.082 | -0.008 | -0.014 | 0.112 | 0.062 | 0.003 | 0.014 | -0.016 | -0.019 | 0.008 | -0.003 | 0.068 | 1.000 | 0.009 | -0.019 | 0.012 | 0.000 | 0.000 | 0.014 | 0.000 | 0.000 | 0.000 | 0.009 |
| coupon_usage_pct | -0.006 | -0.009 | -0.003 | -0.000 | -0.004 | -0.013 | -0.006 | 0.004 | -0.012 | 0.001 | 0.007 | 0.004 | 0.018 | 0.014 | 0.009 | 1.000 | 0.014 | 0.000 | 0.013 | 0.000 | 0.030 | 0.011 | 0.000 | 0.000 | 0.016 |
| online_shopping_pct | -0.013 | -0.016 | -0.012 | -0.006 | -0.022 | -0.006 | -0.020 | 0.017 | 0.008 | -0.021 | -0.012 | 0.007 | 0.034 | -0.031 | -0.019 | 0.014 | 1.000 | 0.000 | 0.019 | 0.021 | 0.011 | 0.000 | 0.009 | 0.000 | 0.000 |
| gender | 0.000 | 0.000 | 0.000 | 0.007 | 0.000 | 0.044 | 0.035 | 0.014 | 0.019 | 0.016 | 0.052 | 0.008 | 0.000 | 0.000 | 0.012 | 0.000 | 0.000 | 1.000 | 0.000 | 0.010 | 0.010 | 0.000 | 0.016 | 0.016 | 0.009 |
| city | 0.000 | 0.000 | 0.000 | 0.000 | 0.011 | 0.000 | 0.000 | 0.009 | 0.012 | 0.018 | 0.008 | 0.010 | 0.013 | 0.000 | 0.000 | 0.013 | 0.019 | 0.000 | 1.000 | 0.999 | 0.005 | 0.018 | 0.018 | 0.000 | 0.016 |
| province | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.017 | 0.025 | 0.012 | 0.012 | 0.020 | 0.016 | 0.018 | 0.000 | 0.000 | 0.021 | 0.010 | 0.999 | 1.000 | 0.000 | 0.014 | 0.000 | 0.000 | 0.000 |
| preferred_store_type | 0.000 | 0.000 | 0.005 | 0.030 | 0.000 | 0.000 | 0.007 | 0.018 | 0.025 | 0.000 | 0.000 | 0.000 | 0.007 | 0.004 | 0.014 | 0.030 | 0.011 | 0.010 | 0.005 | 0.000 | 1.000 | 0.000 | 0.008 | 0.010 | 0.000 |
| preferred_payment_method | 0.007 | 0.000 | 0.008 | 0.008 | 0.000 | 0.000 | 0.012 | 0.000 | 0.022 | 0.021 | 0.000 | 0.000 | 0.018 | 0.012 | 0.000 | 0.011 | 0.000 | 0.000 | 0.018 | 0.014 | 0.000 | 1.000 | 0.024 | 0.000 | 0.010 |
| preferred_shopping_day | 0.018 | 0.000 | 0.003 | 0.006 | 0.000 | 0.028 | 0.000 | 0.019 | 0.009 | 0.000 | 0.010 | 0.000 | 0.016 | 0.000 | 0.000 | 0.000 | 0.009 | 0.016 | 0.018 | 0.000 | 0.008 | 0.024 | 1.000 | 0.007 | 0.000 |
| preferred_shopping_time | 0.000 | 0.000 | 0.000 | 0.017 | 0.000 | 0.000 | 0.030 | 0.021 | 0.007 | 0.000 | 0.022 | 0.000 | 0.000 | 0.006 | 0.000 | 0.000 | 0.000 | 0.016 | 0.000 | 0.000 | 0.010 | 0.000 | 0.007 | 1.000 | 0.000 |
| loyalty_member | 0.000 | 0.025 | 0.000 | 0.031 | 0.000 | 0.000 | 0.000 | 0.000 | 0.028 | 0.006 | 0.000 | 0.000 | 0.035 | 0.227 | 0.009 | 0.016 | 0.000 | 0.009 | 0.016 | 0.000 | 0.000 | 0.010 | 0.000 | 0.000 | 1.000 |
| age | annual_income | credit_score | household_size | shopping_frequency_monthly | avg_basket_size | monthly_spending | produce_spending_pct | dairy_spending_pct | meat_spending_pct | bakery_spending_pct | frozen_spending_pct | loyalty_member | years_as_customer | customer_satisfaction | organic_preference_pct | coupon_usage_pct | online_shopping_pct | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| age | 1.000 | 0.516 | 0.627 | -0.024 | -0.006 | 0.204 | 0.132 | -0.007 | 0.005 | 0.012 | -0.008 | -0.005 | -0.013 | 0.008 | 0.157 | -0.068 | -0.003 | -0.005 |
| annual_income | 0.516 | 1.000 | 0.657 | -0.008 | -0.023 | 0.405 | 0.245 | -0.001 | -0.005 | 0.012 | -0.021 | 0.006 | -0.001 | 0.004 | 0.320 | 0.260 | -0.015 | -0.011 |
| credit_score | 0.627 | 0.657 | 1.000 | -0.012 | 0.003 | 0.264 | 0.179 | -0.012 | -0.013 | 0.016 | 0.011 | 0.002 | 0.005 | -0.002 | 0.220 | 0.092 | -0.002 | -0.009 |
| household_size | -0.024 | -0.008 | -0.012 | 1.000 | -0.016 | 0.008 | -0.003 | -0.008 | 0.021 | 0.001 | -0.003 | -0.009 | -0.014 | 0.018 | 0.014 | -0.007 | 0.002 | -0.007 |
| shopping_frequency_monthly | -0.006 | -0.023 | 0.003 | -0.016 | 1.000 | -0.021 | 0.716 | 0.035 | -0.040 | 0.019 | -0.013 | -0.024 | -0.022 | -0.016 | -0.019 | -0.012 | -0.003 | -0.016 |
| avg_basket_size | 0.204 | 0.405 | 0.264 | 0.008 | -0.021 | 1.000 | 0.595 | 0.015 | -0.007 | -0.006 | -0.006 | -0.001 | -0.016 | 0.010 | 0.138 | 0.123 | -0.015 | -0.005 |
| monthly_spending | 0.132 | 0.245 | 0.179 | -0.003 | 0.716 | 0.595 | 1.000 | 0.036 | -0.034 | 0.007 | -0.011 | -0.018 | -0.026 | 0.010 | 0.075 | 0.064 | -0.004 | -0.011 |
| produce_spending_pct | -0.007 | -0.001 | -0.012 | -0.008 | 0.035 | 0.015 | 0.036 | 1.000 | -0.349 | -0.452 | -0.237 | -0.307 | -0.000 | 0.007 | 0.011 | 0.008 | 0.005 | 0.017 |
| dairy_spending_pct | 0.005 | -0.005 | -0.013 | 0.021 | -0.040 | -0.007 | -0.034 | -0.349 | 1.000 | -0.233 | -0.075 | -0.173 | -0.021 | 0.011 | -0.012 | 0.013 | -0.011 | 0.000 |
| meat_spending_pct | 0.012 | 0.012 | 0.016 | 0.001 | 0.019 | -0.006 | 0.007 | -0.452 | -0.233 | 1.000 | -0.187 | -0.264 | 0.001 | -0.030 | -0.000 | -0.018 | 0.001 | -0.021 |
| bakery_spending_pct | -0.008 | -0.021 | 0.011 | -0.003 | -0.013 | -0.006 | -0.011 | -0.237 | -0.075 | -0.187 | 1.000 | -0.077 | 0.016 | 0.007 | -0.004 | -0.015 | 0.003 | -0.009 |
| frozen_spending_pct | -0.005 | 0.006 | 0.002 | -0.009 | -0.024 | -0.001 | -0.018 | -0.307 | -0.173 | -0.264 | -0.077 | 1.000 | 0.009 | 0.011 | -0.000 | 0.009 | 0.000 | 0.009 |
| loyalty_member | -0.013 | -0.001 | 0.005 | -0.014 | -0.022 | -0.016 | -0.026 | -0.000 | -0.021 | 0.001 | 0.016 | 0.009 | 1.000 | 0.024 | 0.235 | -0.017 | 0.010 | 0.021 |
| years_as_customer | 0.008 | 0.004 | -0.002 | 0.018 | -0.016 | 0.010 | 0.010 | 0.007 | 0.011 | -0.030 | 0.007 | 0.011 | 0.024 | 1.000 | 0.030 | -0.008 | 0.012 | 0.031 |
| customer_satisfaction | 0.157 | 0.320 | 0.220 | 0.014 | -0.019 | 0.138 | 0.075 | 0.011 | -0.012 | -0.000 | -0.004 | -0.000 | 0.235 | 0.030 | 1.000 | 0.072 | 0.013 | -0.028 |
| organic_preference_pct | -0.068 | 0.260 | 0.092 | -0.007 | -0.012 | 0.123 | 0.064 | 0.008 | 0.013 | -0.018 | -0.015 | 0.009 | -0.017 | -0.008 | 0.072 | 1.000 | 0.007 | -0.020 |
| coupon_usage_pct | -0.003 | -0.015 | -0.002 | 0.002 | -0.003 | -0.015 | -0.004 | 0.005 | -0.011 | 0.001 | 0.003 | 0.000 | 0.010 | 0.012 | 0.013 | 0.007 | 1.000 | 0.014 |
| online_shopping_pct | -0.005 | -0.011 | -0.009 | -0.007 | -0.016 | -0.005 | -0.011 | 0.017 | 0.000 | -0.021 | -0.009 | 0.009 | 0.021 | 0.031 | -0.028 | -0.020 | 0.014 | 1.000 |
| age | annual_income | credit_score | household_size | shopping_frequency_monthly | avg_basket_size | monthly_spending | produce_spending_pct | dairy_spending_pct | meat_spending_pct | bakery_spending_pct | frozen_spending_pct | loyalty_member | years_as_customer | customer_satisfaction | organic_preference_pct | coupon_usage_pct | online_shopping_pct | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| age | 1.000 | 0.506 | 0.622 | -0.027 | -0.004 | 0.205 | 0.131 | -0.005 | 0.003 | 0.014 | -0.010 | -0.015 | -0.013 | 0.013 | 0.157 | -0.072 | -0.006 | -0.013 |
| annual_income | 0.506 | 1.000 | 0.647 | -0.006 | -0.018 | 0.395 | 0.241 | 0.000 | -0.007 | 0.015 | -0.032 | -0.003 | -0.001 | 0.009 | 0.305 | 0.245 | -0.009 | -0.016 |
| credit_score | 0.622 | 0.647 | 1.000 | -0.008 | 0.002 | 0.260 | 0.170 | -0.015 | -0.017 | 0.015 | 0.013 | -0.011 | 0.002 | -0.001 | 0.213 | 0.082 | -0.003 | -0.012 |
| household_size | -0.027 | -0.006 | -0.008 | 1.000 | -0.015 | 0.006 | -0.003 | -0.010 | 0.020 | 0.006 | -0.007 | -0.013 | -0.010 | 0.012 | 0.012 | -0.008 | -0.000 | -0.006 |
| shopping_frequency_monthly | -0.004 | -0.018 | 0.002 | -0.015 | 1.000 | -0.020 | 0.714 | 0.034 | -0.038 | 0.017 | -0.007 | -0.023 | -0.018 | -0.023 | -0.023 | -0.014 | -0.004 | -0.022 |
| avg_basket_size | 0.205 | 0.395 | 0.260 | 0.006 | -0.020 | 1.000 | 0.593 | 0.016 | -0.013 | -0.007 | -0.015 | -0.006 | -0.016 | 0.017 | 0.138 | 0.112 | -0.013 | -0.006 |
| monthly_spending | 0.131 | 0.241 | 0.170 | -0.003 | 0.714 | 0.593 | 1.000 | 0.037 | -0.033 | 0.004 | -0.015 | -0.022 | -0.026 | 0.008 | 0.072 | 0.062 | -0.006 | -0.020 |
| produce_spending_pct | -0.005 | 0.000 | -0.015 | -0.010 | 0.034 | 0.016 | 0.037 | 1.000 | -0.335 | -0.434 | -0.219 | -0.289 | 0.000 | 0.012 | 0.008 | 0.003 | 0.004 | 0.017 |
| dairy_spending_pct | 0.003 | -0.007 | -0.017 | 0.020 | -0.038 | -0.013 | -0.033 | -0.335 | 1.000 | -0.218 | -0.082 | -0.169 | -0.025 | 0.015 | -0.016 | 0.014 | -0.012 | 0.008 |
| meat_spending_pct | 0.014 | 0.015 | 0.015 | 0.006 | 0.017 | -0.007 | 0.004 | -0.434 | -0.218 | 1.000 | -0.182 | -0.253 | -0.003 | -0.034 | -0.001 | -0.016 | 0.001 | -0.021 |
| bakery_spending_pct | -0.010 | -0.032 | 0.013 | -0.007 | -0.007 | -0.015 | -0.015 | -0.219 | -0.082 | -0.182 | 1.000 | -0.075 | 0.014 | -0.001 | -0.004 | -0.019 | 0.007 | -0.012 |
| frozen_spending_pct | -0.015 | -0.003 | -0.011 | -0.013 | -0.023 | -0.006 | -0.022 | -0.289 | -0.169 | -0.253 | -0.075 | 1.000 | 0.003 | 0.009 | -0.002 | 0.008 | 0.004 | 0.007 |
| loyalty_member | -0.013 | -0.001 | 0.002 | -0.010 | -0.018 | -0.016 | -0.026 | 0.000 | -0.025 | -0.003 | 0.014 | 0.003 | 1.000 | 0.033 | 0.229 | -0.019 | 0.009 | 0.021 |
| years_as_customer | 0.013 | 0.009 | -0.001 | 0.012 | -0.023 | 0.017 | 0.008 | 0.012 | 0.015 | -0.034 | -0.001 | 0.009 | 0.033 | 1.000 | 0.033 | -0.003 | 0.018 | 0.034 |
| customer_satisfaction | 0.157 | 0.305 | 0.213 | 0.012 | -0.023 | 0.138 | 0.072 | 0.008 | -0.016 | -0.001 | -0.004 | -0.002 | 0.229 | 0.033 | 1.000 | 0.068 | 0.014 | -0.031 |
| organic_preference_pct | -0.072 | 0.245 | 0.082 | -0.008 | -0.014 | 0.112 | 0.062 | 0.003 | 0.014 | -0.016 | -0.019 | 0.008 | -0.019 | -0.003 | 0.068 | 1.000 | 0.009 | -0.019 |
| coupon_usage_pct | -0.006 | -0.009 | -0.003 | -0.000 | -0.004 | -0.013 | -0.006 | 0.004 | -0.012 | 0.001 | 0.007 | 0.004 | 0.009 | 0.018 | 0.014 | 0.009 | 1.000 | 0.014 |
| online_shopping_pct | -0.013 | -0.016 | -0.012 | -0.006 | -0.022 | -0.006 | -0.020 | 0.017 | 0.008 | -0.021 | -0.012 | 0.007 | 0.021 | 0.034 | -0.031 | -0.019 | 0.014 | 1.000 |
| age | gender | annual_income | credit_score | city | province | household_size | shopping_frequency_monthly | avg_basket_size | monthly_spending | preferred_store_type | preferred_payment_method | produce_spending_pct | dairy_spending_pct | meat_spending_pct | bakery_spending_pct | frozen_spending_pct | preferred_shopping_day | preferred_shopping_time | loyalty_member | years_as_customer | customer_satisfaction | organic_preference_pct | coupon_usage_pct | online_shopping_pct | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| age | 1.000 | 0.000 | 0.502 | 0.620 | 0.000 | 0.000 | 0.038 | 0.053 | 0.210 | 0.144 | 0.000 | 0.016 | 0.067 | 0.000 | 0.083 | 0.000 | 0.000 | 0.036 | 0.000 | 0.000 | 0.095 | 0.171 | 0.175 | 0.036 | 0.038 |
| gender | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.013 | 0.017 | 0.000 | 0.075 | 0.060 | 0.013 | 0.000 | 0.024 | 0.032 | 0.027 | 0.082 | 0.020 | 0.023 | 0.055 | 0.005 | 0.000 | 0.000 | 0.022 | 0.000 | 0.000 |
| annual_income | 0.502 | 0.000 | 1.000 | 0.621 | 0.000 | 0.000 | 0.015 | 0.041 | 0.395 | 0.262 | 0.000 | 0.000 | 0.000 | 0.042 | 0.081 | 0.000 | 0.069 | 0.000 | 0.000 | 0.023 | 0.062 | 0.313 | 0.312 | 0.000 | 0.000 |
| credit_score | 0.620 | 0.000 | 0.621 | 1.000 | 0.000 | 0.000 | 0.000 | 0.106 | 0.264 | 0.185 | 0.012 | 0.016 | 0.030 | 0.033 | 0.000 | 0.000 | 0.026 | 0.017 | 0.000 | 0.000 | 0.000 | 0.232 | 0.108 | 0.027 | 0.024 |
| city | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 1.000 | 0.000 | 0.035 | 0.000 | 0.000 | 0.012 | 0.045 | 0.031 | 0.040 | 0.057 | 0.018 | 0.036 | 0.036 | 0.000 | 0.022 | 0.041 | 0.000 | 0.000 | 0.044 | 0.059 |
| province | 0.000 | 0.013 | 0.000 | 0.000 | 1.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.036 | 0.042 | 0.061 | 0.029 | 0.021 | 0.051 | 0.000 | 0.000 | 0.000 | 0.038 | 0.043 | 0.000 | 0.000 | 0.051 |
| household_size | 0.038 | 0.017 | 0.015 | 0.000 | 0.000 | 0.000 | 1.000 | 0.018 | 0.000 | 0.000 | 0.045 | 0.012 | 0.000 | 0.034 | 0.000 | 0.013 | 0.007 | 0.011 | 0.043 | 0.043 | 0.020 | 0.000 | 0.000 | 0.000 | 0.008 |
| shopping_frequency_monthly | 0.053 | 0.000 | 0.041 | 0.106 | 0.035 | 0.000 | 0.018 | 1.000 | 0.000 | 0.755 | 0.000 | 0.000 | 0.044 | 0.076 | 0.000 | 0.077 | 0.000 | 0.000 | 0.000 | 0.000 | 0.029 | 0.035 | 0.028 | 0.000 | 0.000 |
| avg_basket_size | 0.210 | 0.075 | 0.395 | 0.264 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.644 | 0.000 | 0.000 | 0.034 | 0.000 | 0.000 | 0.000 | 0.000 | 0.055 | 0.000 | 0.000 | 0.000 | 0.150 | 0.139 | 0.000 | 0.000 |
| monthly_spending | 0.144 | 0.060 | 0.262 | 0.185 | 0.000 | 0.000 | 0.000 | 0.755 | 0.644 | 1.000 | 0.017 | 0.028 | 0.020 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.052 | 0.000 | 0.000 | 0.046 | 0.090 | 0.000 | 0.000 |
| preferred_store_type | 0.000 | 0.013 | 0.000 | 0.012 | 0.012 | 0.000 | 0.045 | 0.000 | 0.000 | 0.017 | 1.000 | 0.000 | 0.042 | 0.060 | 0.000 | 0.000 | 0.000 | 0.012 | 0.014 | 0.000 | 0.017 | 0.010 | 0.020 | 0.072 | 0.018 |
| preferred_payment_method | 0.016 | 0.000 | 0.000 | 0.016 | 0.045 | 0.036 | 0.012 | 0.000 | 0.000 | 0.028 | 0.000 | 1.000 | 0.000 | 0.053 | 0.051 | 0.000 | 0.000 | 0.038 | 0.000 | 0.008 | 0.043 | 0.028 | 0.000 | 0.026 | 0.000 |
| produce_spending_pct | 0.067 | 0.024 | 0.000 | 0.030 | 0.031 | 0.042 | 0.000 | 0.044 | 0.034 | 0.020 | 0.042 | 0.000 | 1.000 | 0.370 | 0.499 | 0.194 | 0.314 | 0.037 | 0.036 | 0.000 | 0.044 | 0.000 | 0.000 | 0.000 | 0.000 |
| dairy_spending_pct | 0.000 | 0.032 | 0.042 | 0.033 | 0.040 | 0.061 | 0.034 | 0.076 | 0.000 | 0.000 | 0.060 | 0.053 | 0.370 | 1.000 | 0.240 | 0.054 | 0.168 | 0.017 | 0.012 | 0.036 | 0.000 | 0.000 | 0.083 | 0.000 | 0.000 |
| meat_spending_pct | 0.083 | 0.027 | 0.081 | 0.000 | 0.057 | 0.029 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.051 | 0.499 | 0.240 | 1.000 | 0.135 | 0.264 | 0.000 | 0.000 | 0.007 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| bakery_spending_pct | 0.000 | 0.082 | 0.000 | 0.000 | 0.018 | 0.021 | 0.013 | 0.077 | 0.000 | 0.000 | 0.000 | 0.000 | 0.194 | 0.054 | 0.135 | 1.000 | 0.046 | 0.021 | 0.035 | 0.000 | 0.111 | 0.039 | 0.000 | 0.014 | 0.000 |
| frozen_spending_pct | 0.000 | 0.020 | 0.069 | 0.026 | 0.036 | 0.051 | 0.007 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.314 | 0.168 | 0.264 | 0.046 | 1.000 | 0.000 | 0.000 | 0.000 | 0.051 | 0.028 | 0.000 | 0.076 | 0.000 |
| preferred_shopping_day | 0.036 | 0.023 | 0.000 | 0.017 | 0.036 | 0.000 | 0.011 | 0.000 | 0.055 | 0.000 | 0.012 | 0.038 | 0.037 | 0.017 | 0.000 | 0.021 | 0.000 | 1.000 | 0.010 | 0.000 | 0.032 | 0.000 | 0.000 | 0.000 | 0.018 |
| preferred_shopping_time | 0.000 | 0.055 | 0.000 | 0.000 | 0.000 | 0.000 | 0.043 | 0.000 | 0.000 | 0.052 | 0.014 | 0.000 | 0.036 | 0.012 | 0.000 | 0.035 | 0.000 | 0.010 | 1.000 | 0.000 | 0.000 | 0.010 | 0.000 | 0.000 | 0.000 |
| loyalty_member | 0.000 | 0.005 | 0.023 | 0.000 | 0.022 | 0.000 | 0.043 | 0.000 | 0.000 | 0.000 | 0.000 | 0.008 | 0.000 | 0.036 | 0.007 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.046 | 0.296 | 0.018 | 0.021 | 0.000 |
| years_as_customer | 0.095 | 0.000 | 0.062 | 0.000 | 0.041 | 0.038 | 0.020 | 0.029 | 0.000 | 0.000 | 0.017 | 0.043 | 0.044 | 0.000 | 0.000 | 0.111 | 0.051 | 0.032 | 0.000 | 0.046 | 1.000 | 0.000 | 0.000 | 0.049 | 0.067 |
| customer_satisfaction | 0.171 | 0.000 | 0.313 | 0.232 | 0.000 | 0.043 | 0.000 | 0.035 | 0.150 | 0.046 | 0.010 | 0.028 | 0.000 | 0.000 | 0.000 | 0.039 | 0.028 | 0.000 | 0.010 | 0.296 | 0.000 | 1.000 | 0.060 | 0.000 | 0.041 |
| organic_preference_pct | 0.175 | 0.022 | 0.312 | 0.108 | 0.000 | 0.000 | 0.000 | 0.028 | 0.139 | 0.090 | 0.020 | 0.000 | 0.000 | 0.083 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.018 | 0.000 | 0.060 | 1.000 | 0.051 | 0.000 |
| coupon_usage_pct | 0.036 | 0.000 | 0.000 | 0.027 | 0.044 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.072 | 0.026 | 0.000 | 0.000 | 0.000 | 0.014 | 0.076 | 0.000 | 0.000 | 0.021 | 0.049 | 0.000 | 0.051 | 1.000 | 0.000 |
| online_shopping_pct | 0.038 | 0.000 | 0.000 | 0.024 | 0.059 | 0.051 | 0.008 | 0.000 | 0.000 | 0.000 | 0.018 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.018 | 0.000 | 0.000 | 0.067 | 0.041 | 0.000 | 0.000 | 1.000 |
| preferred_shopping_time | gender | preferred_payment_method | province | city | preferred_shopping_day | loyalty_member | preferred_store_type | |
|---|---|---|---|---|---|---|---|---|
| preferred_shopping_time | 1.000 | 0.016 | 0.000 | 0.000 | 0.000 | 0.007 | 0.000 | 0.010 |
| gender | 0.016 | 1.000 | 0.000 | 0.010 | 0.000 | 0.016 | 0.009 | 0.010 |
| preferred_payment_method | 0.000 | 0.000 | 1.000 | 0.014 | 0.018 | 0.024 | 0.010 | 0.000 |
| province | 0.000 | 0.010 | 0.014 | 1.000 | 0.999 | 0.000 | 0.000 | 0.000 |
| city | 0.000 | 0.000 | 0.018 | 0.999 | 1.000 | 0.018 | 0.016 | 0.005 |
| preferred_shopping_day | 0.007 | 0.016 | 0.024 | 0.000 | 0.018 | 1.000 | 0.000 | 0.008 |
| loyalty_member | 0.000 | 0.009 | 0.010 | 0.000 | 0.016 | 0.000 | 1.000 | 0.000 |
| preferred_store_type | 0.010 | 0.010 | 0.000 | 0.000 | 0.005 | 0.008 | 0.000 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| customer_id | age | gender | annual_income | credit_score | city | province | household_size | shopping_frequency_monthly | avg_basket_size | monthly_spending | preferred_store_type | preferred_payment_method | produce_spending_pct | dairy_spending_pct | meat_spending_pct | bakery_spending_pct | frozen_spending_pct | preferred_shopping_day | preferred_shopping_time | loyalty_member | years_as_customer | customer_satisfaction | organic_preference_pct | coupon_usage_pct | online_shopping_pct | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | CUST_000001 | 52 | Male | 53830.66 | 768 | Edmonton | AB | 3 | 6 | 69.88 | 337.71 | Discount Store | Credit Card | 42.2 | 3.6 | 8.7 | 14.0 | 31.6 | Tuesday | Evening | True | 1.6 | 6.9 | 5.0 | 15.4 | 30.8 |
| 1 | CUST_000002 | 42 | Male | 53671.85 | 750 | Hamilton | ON | 2 | 11 | 49.74 | 461.44 | Organic Store | Credit Card | 27.8 | 11.3 | 42.8 | 4.8 | 13.4 | Saturday | Evening | True | 8.1 | 8.2 | 16.2 | 12.4 | 22.5 |
| 2 | CUST_000003 | 54 | Male | 68555.19 | 677 | Montreal | QC | 3 | 8 | 56.21 | 374.42 | Discount Store | Mobile Payment | 8.4 | 18.4 | 49.3 | 13.8 | 10.1 | Friday | Afternoon | True | 0.1 | 6.4 | 46.7 | 23.0 | 31.2 |
| 3 | CUST_000004 | 67 | Male | 105615.49 | 800 | Calgary | AB | 5 | 10 | 50.35 | 562.05 | Supermarket | Credit Card | 45.1 | 8.2 | 15.2 | 17.7 | 13.7 | Sunday | Morning | True | 2.1 | 6.7 | 29.0 | 6.5 | 12.7 |
| 4 | CUST_000005 | 41 | Male | 40541.22 | 566 | Winnipeg | MB | 4 | 6 | 58.16 | 405.43 | Discount Store | Mobile Payment | 35.6 | 12.2 | 28.6 | 8.6 | 14.9 | Saturday | Evening | False | 3.1 | 6.7 | 35.8 | 10.9 | 39.5 |
| 5 | CUST_000006 | 41 | Female | 56651.70 | 703 | Toronto | ON | 1 | 5 | 18.68 | 81.23 | Supermarket | Cash | 23.6 | 38.6 | 18.8 | 13.2 | 5.8 | Tuesday | Morning | True | 0.1 | 9.0 | 12.4 | 28.8 | 4.6 |
| 6 | CUST_000007 | 68 | Female | 104460.19 | 850 | Toronto | ON | 4 | 12 | 67.16 | 813.85 | Supermarket | Credit Card | 33.9 | 6.9 | 24.3 | 9.7 | 25.1 | Saturday | Morning | True | 0.9 | 6.7 | 35.9 | 21.1 | 9.5 |
| 7 | CUST_000008 | 56 | Female | 69802.45 | 713 | Toronto | ON | 2 | 8 | 45.57 | 313.56 | Discount Store | Credit Card | 33.1 | 18.8 | 25.9 | 3.0 | 19.3 | Saturday | Evening | False | 2.9 | 6.6 | 13.5 | 13.1 | 26.0 |
| 8 | CUST_000009 | 37 | Male | 69808.31 | 640 | Quebec City | QC | 6 | 9 | 72.00 | 720.42 | Supermarket | Debit Card | 15.7 | 20.1 | 27.6 | 9.9 | 26.8 | Saturday | Morning | True | 0.1 | 7.6 | 10.6 | 15.1 | 10.3 |
| 9 | CUST_000010 | 53 | Male | 70609.16 | 724 | Edmonton | AB | 2 | 11 | 58.35 | 724.22 | Supermarket | Debit Card | 23.0 | 3.8 | 53.1 | 4.3 | 15.8 | Thursday | Morning | False | 7.2 | 5.8 | 17.8 | 36.6 | 34.8 |
| customer_id | age | gender | annual_income | credit_score | city | province | household_size | shopping_frequency_monthly | avg_basket_size | monthly_spending | preferred_store_type | preferred_payment_method | produce_spending_pct | dairy_spending_pct | meat_spending_pct | bakery_spending_pct | frozen_spending_pct | preferred_shopping_day | preferred_shopping_time | loyalty_member | years_as_customer | customer_satisfaction | organic_preference_pct | coupon_usage_pct | online_shopping_pct | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4990 | CUST_004991 | 18 | Male | 25000.00 | 549 | Vancouver | BC | 1 | 9 | 52.25 | 440.68 | Supermarket | Credit Card | 52.8 | 12.7 | 16.5 | 11.9 | 6.2 | Sunday | Morning | False | 4.7 | 6.5 | 14.9 | 6.1 | 29.6 |
| 4991 | CUST_004992 | 55 | Male | 64537.91 | 657 | Kitchener | ON | 3 | 4 | 50.89 | 233.01 | Convenience Store | Cash | 37.2 | 7.5 | 32.5 | 11.1 | 11.8 | Thursday | Afternoon | False | 5.0 | 6.5 | 29.3 | 31.8 | 10.5 |
| 4992 | CUST_004993 | 43 | Female | 48068.59 | 653 | Toronto | ON | 2 | 7 | 59.45 | 360.59 | Supermarket | Debit Card | 38.8 | 5.6 | 11.7 | 18.7 | 25.2 | Thursday | Evening | True | 4.0 | 6.9 | 25.8 | 26.7 | 3.0 |
| 4993 | CUST_004994 | 53 | Male | 80380.25 | 756 | Kitchener | ON | 4 | 12 | 73.77 | 904.23 | Organic Store | Debit Card | 44.1 | 17.7 | 22.2 | 6.6 | 9.3 | Monday | Afternoon | True | 1.6 | 8.7 | 39.9 | 21.6 | 1.9 |
| 4994 | CUST_004995 | 35 | Female | 124714.47 | 715 | Kitchener | ON | 2 | 6 | 99.23 | 502.27 | Supermarket | Credit Card | 25.3 | 27.4 | 26.9 | 4.5 | 15.9 | Tuesday | Morning | False | 5.5 | 7.8 | 44.2 | 13.5 | 17.5 |
| 4995 | CUST_004996 | 44 | Male | 80103.32 | 701 | Calgary | AB | 2 | 10 | 63.50 | 620.35 | Supermarket | Cash | 26.9 | 16.2 | 32.7 | 8.7 | 15.5 | Sunday | Morning | False | 5.6 | 8.6 | 18.9 | 12.7 | 6.3 |
| 4996 | CUST_004997 | 55 | Female | 129719.20 | 765 | Kitchener | ON | 2 | 12 | 88.45 | 1261.24 | Discount Store | Debit Card | 38.8 | 7.2 | 28.5 | 11.9 | 13.6 | Saturday | Afternoon | True | 0.5 | 9.0 | 54.3 | 13.2 | 11.0 |
| 4997 | CUST_004998 | 80 | Female | 106375.39 | 825 | Quebec City | QC | 2 | 7 | 52.18 | 383.73 | Warehouse Club | Debit Card | 31.4 | 24.7 | 4.5 | 9.4 | 30.0 | Friday | Evening | True | 1.4 | 8.3 | 34.2 | 5.6 | 14.1 |
| 4998 | CUST_004999 | 57 | Male | 64002.28 | 677 | Edmonton | AB | 1 | 3 | 50.29 | 121.78 | Organic Store | Debit Card | 42.6 | 8.8 | 28.0 | 10.2 | 10.4 | Saturday | Morning | False | 0.3 | 8.8 | 52.8 | 23.4 | 0.3 |
| 4999 | CUST_005000 | 32 | Female | 63558.32 | 617 | Vancouver | BC | 1 | 11 | 34.56 | 429.24 | Supermarket | Credit Card | 53.2 | 17.0 | 6.2 | 11.6 | 12.0 | Tuesday | Evening | False | 0.4 | NaN | 27.9 | 14.9 | 1.8 |